{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from typing import Dict, List, Union\n",
    "\n",
    "import empyrical as ep\n",
    "import gradient_free_optimizers as gfo\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import qlib\n",
    "import seaborn as sns\n",
    "from qlib.data import D\n",
    "\n",
    "from src import calc_icu_ma, get_backtest, runstrat\n",
    "\n",
    "# plt中文显示\n",
    "plt.rcParams[\"font.sans-serif\"] = [\"SimHei\"]\n",
    "# plt显示负号\n",
    "plt.rcParams[\"axes.unicode_minus\"] = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[42944:MainThread](2023-04-20 15:50:54,508) INFO - qlib.Initialization - [config.py:416] - default_conf: client.\n",
      "[42944:MainThread](2023-04-20 15:50:54,781) INFO - qlib.Initialization - [__init__.py:74] - qlib successfully initialized based on client settings.\n",
      "[42944:MainThread](2023-04-20 15:50:54,782) INFO - qlib.Initialization - [__init__.py:76] - data_path={'__DEFAULT_FREQ': WindowsPath('D:/WorkSpace/QuantsPlaybook/C-择时类/ICU均线/qlib_data')}\n"
     ]
    }
   ],
   "source": [
    "qlib.init(provider_uri=\"qlib_data\", region=\"cn\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "OTO: str = \"Ref($open,-1)/Ref($open,-1)-1\"\n",
    "CTC: str = \"Ref($close,-1)/$close-1\"\n",
    "hs300: pd.DataFrame = D.features([\"000300.SH\"], fields=[\"$close\", OTO, CTC])\n",
    "close_ser: pd.Series = hs300.droplevel(level=0)[\"$close\"]\n",
    "oto_ret: pd.Series = hs300.droplevel(level=0)[OTO]\n",
    "ctc_ret: pd.Series = hs300.droplevel(level=0)[CTC]"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ICU均线构造\n",
    "\n",
    "中泰写的有点绕，应该是使用**重复中位数（RM）下的稳健回归**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x202cfdae6d0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "start_dt = pd.to_datetime(\"2015-04-15\")\n",
    "end_dt = pd.to_datetime(\"2015-08-20\")\n",
    "\n",
    "rob_ser:pd.Series = calc_icu_ma(close_ser,5)\n",
    "close_ser.loc[start_dt:end_dt].plot(figsize=(16, 6), label=\"close\", color=\"black\")\n",
    "close_ser.rolling(5).mean().loc[start_dt:end_dt].plot(color='r', label=\"SMS\")\n",
    "rob_ser.loc[start_dt:end_dt].plot(label=\"Rob\", color=\"#6cd35b\")\n",
    "plt.legend()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "与研报给出的构造对比\n",
    "\n",
    "![avatar](img/ma.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# \n",
    "all_df: pd.DataFrame = pd.concat(\n",
    "    (\n",
    "        calc_icu_ma(close_ser,i) for i in np.arange(5, 205, 5)\n",
    "    ),\n",
    "    axis=1,\n",
    ")\n",
    "all_df.columns = np.arange(5, 205, 5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 简单网格寻参\n",
    "flag_frame: pd.DataFrame = (\n",
    "    all_df.sub(close_ser, axis=0).mul(-1).apply(lambda x: np.where(x > 0, 1, 0))\n",
    ")\n",
    "cum_frame: pd.DataFrame = ep.cum_returns(flag_frame.mul(ctc_ret, axis=0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10     2.585549\n",
       "115    1.725991\n",
       "120    1.708125\n",
       "110    1.685308\n",
       "125    1.509107\n",
       "105    1.389521\n",
       "150    1.366023\n",
       "130    1.344796\n",
       "135    1.282981\n",
       "140    1.229298\n",
       "Name: 2023-03-30 00:00:00, dtype: float64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cum_frame.iloc[-1].nlargest(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x202cfe73850>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cum_frame[10].plot(label=\"nav\",figsize=(14,4))\n",
    "ep.cum_returns(close_ser.pct_change()).plot(label=\"bench\", ls=\"--\", color=\"darkgray\")\n",
    "plt.legend()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 回测\n",
    "\n",
    "开仓条件\n",
    "\n",
    "价格上穿短期 ICU 均线则买入，当价格从上往下穿均线时卖出平仓\n",
    "\n",
    "$$\\begin{cases} Buy_{t}\\ if\\ Price_{t} > ICUMVG_{t}\\ and\\ Price_{t-1} < ICUMVG_{t-1} \\\\\n",
    "sell_{t}\\ if\\ Price_{t} < ICUMVG_{t}\\ and\\ Price_{t-1} > ICUMVG_{t-1}\\end{cases}$$\n",
    "\n",
    "以沪深 300 绝对收益择时策略为例，展示计算流程：\n",
    "1. 利用过去5个交易日数据滚动计算ICU均线\n",
    "2. **每日临近收盘计算交易信号，出现信号立刻以收盘价买入.**\n",
    "\n",
    "但这里我们使用backtrader框架进行寻参\n",
    "\n",
    "回测设置\n",
    "1. 滑点万1\n",
    "2. 双边手续费,佣金万3,印花税千1\n",
    "3. 根据研报给出的回测规则T日信号T日close买入"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "hs300: pd.DataFrame = D.features(\n",
    "    [\"000300.SH\"], fields=\"$open,$high,$low,$close,$volume\".split(\",\")\n",
    ")\n",
    "hs300.columns = hs300.columns.str.replace(\"$\", \"\", regex=True)\n",
    "hs300: pd.DataFrame = hs300.droplevel(level=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                                          "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Results: '<lambda>'  \n",
      "   Best score: 10.30310430760637  \n",
      "   Best parameter:\n",
      "      'N' : 120  \n",
      " \n",
      "   Random seed: 1777858647  \n",
      " \n",
      "   Evaluation time   : 9.181264638900757 sec    [99.88 %]\n",
      "   Optimization time : 0.011020183563232422 sec    [0.12 %]\n",
      "   Iteration time    : 9.19228482246399 sec    [2.18 iter/sec]\n",
      " \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r"
     ]
    }
   ],
   "source": [
    "search_space: Dict = {\"N\": np.arange(5, 205, 5)}\n",
    "\n",
    "iterations: int = 20\n",
    "\n",
    "# func = partial(runstrat,dataset=hs300)\n",
    "opt = gfo.EvolutionStrategyOptimizer(search_space)\n",
    "opt.search(lambda x: runstrat(x, dataset=hs300,method='ann'), n_iter=iterations)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='N'>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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FJ9Fw9iIqP/8KnjHRDoiSiBzh1KlTeOWVV7B582YcP34c0dHRmDBhgk3GFu0GzLq6Orzxxhv47rvvcPDgQTQ1NSEyMhLl5eVITk7GypUrERQUJHSYRKIW9o+nUZmbB6mnotW2ZWs2WVwrVJGoP/2LvUIjIgdvwDx8+DDUajX69u0LAHjyySfx6KO2mX0U1czE723cuBH9+/dH165dcfz4ccTFxWHbtm04cOAAtFotNBpNi30NBgP0er1FqW/hqGUiV+XdPxY+d8ShZOk7N9zXo2tn+N43ABUfbrdDZEQEADCZbFKsfecZDIZmbxcTE4MvvvgCP/zwA3Q6HVasWIH77rvPJh9FtMnEqlWrMHXqVACARqNBbm4u4uLi0KdPHyxduhQff/xxi30zMzMREBBgUdaU22ZdiMgZSBQeiHhlBi69tBzG6tob7CxBx8znoNu0E/U/nbVPgERkM9a+8zIzM5u1i4mJwSOPPILbbrsNgYGByMvLw2uvvWaTGESZTPz000/46aefWsyYwsLCcPXqVauZF3At+dDpdBZlclA3e4ZMJCohf0tB7ZGTqN73/Z/qKwvww5VX19ohMiIys9EGTGvfedZm7w8ePIitW7fiwIEDqKioQEpKCoYNGwaTydTujyLKPRMfffQRkpKS4OHhAQB47LHHMGPGDNx1110AgLy8PISHh0OpVFrtr1Qqm72mkMrsGzSRiPgn3QN5cAB88z8CAEg9lfB7YCA8Y3vi8ssrWuznO/h2BE8chTOj02Cqs56sE5GN2GjPhLXvPGs++OADjBkzBv379wcALFq0CCtXrkRBQQHi4+PbFYMok4kdO3ZY7DDt06cPZs2ahWXLlqG0tBQajQbTpk0TLkAikTs7Nh0S+W8JdIfnJ6Huh+PQfbobUj+fa0sff/hFpoiOQqes53Hp5eVouFgCibcnYDQxqSByEUajEaWlpebryspK1NTUoKmp/XsKRZdM1NbW4rvvvsOaNWvMdc8//zy0Wi0SExPh5+eH6dOnY+7cuQJGSSRujZevWlybamrRVK5HU7keN5/8HNqRz8BwzHIfUeDoREh9vNBpyRxgybW6hvOXcereiY4Km8i9OPiBUwMHDsQTTzyBvn37Ijw8HG+//TYiIiIQGxvb7rElJlssljiB4z2HCR0CERE5iZtPfm7396h9r+W7Em+E1/jmmy2tMZlMWLRoEd5++21cvHgRvXv3xtq1a3Hbbbe1OwbRzUwQERG5BQf/LS+RSDB//nzMnz/f5mOL8m4OIiIich6cmSAiIhKCCx1BzmSCiIhICEwmnI9q+4tCh0BEROSS3CaZICIiEhUH3xpqT0wmiIiIBGAyus6TGZhMELmoz3Z9hXc/3YErpeW48y99oJn6OIIC/K7bZ/XGzfjg/+1GbZ0Bt8fdgleem9RqHyIiwW4NLS0thUqlwunTp9tUX1RUhISEBAQFBSE9Pd0mB5MQuaoDh49i8eoN+PvTY/Hx8kWorqnDc4vevG6f/CPHsWP/d1i3ZC42/XshjEYTlmZvdFDERG7IRgd9iYEgyURpaSmSkpKsJhLW6g0GA5KTk9GvXz/k5+ejuLgYOTk5DouXyNls2fM1Rg65C3f07Y2OYSFIe+oxHD56ErrKqhb7FJ38GQP/EgdVZEd06RSOYfeoce7iFQdGTeRmTEbbFBEQJJkYM2YMxo4d2+b67du3Q6fTISsrC9HR0cjIyMDatTwemaglFfoqRHQIMV9LpVKLf1sT3aUzvsg7hPMXr+BqhR6f7PwK6ttutXusROT8BEkmsrOzMXPmzDbXFxQUQK1Ww9vbGwAQGxuL4uJiu8dJ5Kxuib4JXx38Acb/TYFuyd2P3j1V8PPxbrHPwIQ4RHYMw7Cn0jF47AzU1tXhqUeTHBUykfsxmmxTRECQDZgqleqG6vV6vcVrEokEMpkM5eXlCAoKatbeYDDAYPjDscmGeiiVij8fNJETeeLhB5BfdAKPzVwApcIDhcdP4Z+zJ1+3z66vv8elK1fx2apMBAb4YtnaD6FZuhrL5s1wUNREbkYk+x1swSnO5pDL5VAqlRZ1np6eqKmpsdo+MzMTAQEBFmXJqvccESqRKPj7+uDdpS/g9bnPoJeqC1RRHTHsnjuu2+fzvd9i9PB70a1LJwQH+OPvU1Kx59t86KuqHRQ1kZvhBkzHCg4ORklJiUVdZWUlFArrMw0ajQY6nc6i/H3qeEeESiQqHYIDsfvbfDz7xKOQya7/4240mVBWoTdfl5brrtWLZBqViMTLKZ4zkZCQgOzsbPO1VquFwWBAcHCw1fZKpbLZTIaBSxzkhj7YuhuqyI64d0A/c11VTS2UCg94yC1//Pve2hM5/9mOsJAgKJUKbPhsJ+Jv6Y5Af19Hh03kHlzoEQdOMTMxaNAg6PV6rFu3DgCQkZGBIUOGQCaTCRwZkXjpK6ux7uNtmPN0ikX9I9PnYf/Bgmbtx464D4mD+mPN/23GK2+ug6+PNzLSpzoqXCL340LLHBKTgE9/kkgk0Gq16Nq1a6v1W7ZsQUpKCry8vCCVSrFv3z7ExMS0+b0Mpw7YKGoiInJ1ymi13d+jJutpm4zjnZbdeiM7E3SZo6U8xlr9iBEjcOrUKRw6dAhqtRohISFWehIRETkJF9qP5BR7Jn4VERGB4cOHCx0GERFR+4nk6ZW24BR7JoiIiEi8nGpmgoiIyGVwmcP5NKxZInQIRETkJJSvfmL39zCJ5E4MW+AyBxEREbWL28xMEBERiQqXOYiIiKhdeDdH+5WWlkKlUuH06dNWX09MTEROTo75esSIEZBIJOYyZMgQxwRK5AIUDzwOzyc0bWrr+YQGvq9+Yi6ekxbYOToiN8UjyNuntLQUSUlJLSYSGzZswM6dOzFmzBhzXX5+Po4cOYLIyEgAgIeHhyNCJXJ60oib4HFHImr+lda29pHRqMl6DkZd6bWKpiY7RkdErkCQZGLMmDEYO3Ysvvvuu2avlZWVYfbs2ejVq5e57sKFCzCZTOjdu7cjwyRyfhIJlA9PQ8P+rTCVXW69uX8wAAmMl8/aPzYid8e7OdonOzsbM2fOtPra7NmzMWrUKKjVvz0X/eDBg2hqakJkZCR8fHwwZswYlJeXOypcIqcl7z8U0oguMJZfgeyWBEB2/b8fpFE9AKkU3nOz4bNwI5Rj0wAvHwdFS+RmXGiZQ5BkQqVSWa3fu3cv9uzZgyVLLJ8Jcfz4ccTFxWHbtm04cOAAtFotNJqW138NBgP0er1FMTRyqpbcjMITyvseg/HqZUiDOsBjYBK8pv0TkCta7CLt0BnGi6dRt+6fqF3+D0iDwqBMHOfAoInIGYnmORN1dXWYMmUKVq5cCT8/P4vXNBoNcnNzERcXhz59+mDp0qX4+OOPWxwrMzMTAQEBFuX1Ayft/RGIREXeWw0oPFG75kXU536IurdfhkTpBXnfu1vs07DvE9S9/TKMF0/DeOksDJ+/B3mfOxwYNZEbMRltU0RANMnEwoULkZCQ0KaDvMLCwnD16lUYDAarr2s0Guh0OosyW93T1iETiZokIARNZ08CNZXXKoxGNF08A2lIRJvHMFXpIPHxb3V5hIj+BBda5hDNb4iNGzeipKQEgYGBAICamhp89NFHOHjwIK5evYoZM2bgrrvuAgDk5eUhPDwcSqXS6lhKpbLZa1VymV3jJxIbk+4qJB6WSxrSoA5oPHO8xT7KsbPR8O02GE9fayO7qReMleVAU6NdYyUi5yaaZGL//v1obPztF9acOXOgVqsxYcIErFq1CrNmzcKyZctQWloKjUaDadOmCRgtkfg1Hs+HcuRTkPe/H03HD0F+a39IO96ExveXAkovoKEeMFruJTJeOgNl0pMw/L93IPH2hyIxFQ0Hdgr0CYhcmyudzSGaZOLX50f8ytfXF6GhoQgNDcXzzz8PrVaLxMRE+Pn5Yfr06Zg7d65AkRI5iZoq1L7zTyiHPwFl0kSYKstRt+F1mHRX4f38Khi2voOm4oMWXRr2fQppcBi8npwPk6EODXk70LD3PwJ9ACIXJ5IlCluQmEwm1/k011H1/ENCh0BERE7C1wGnhtrqe8kRsbZGNDMTREREbsWFZiaYTBAREQlBJLd12gKTCSIiIiG40MyEaJ4zQURERM7JbWYmSnZUCh0CERE5Cd9X7f8eJheamXCbZIKIiEhUXCiZ4DIHERERtYtTJRMzZ86ERCIxl+7duwsdEpFTCF+RAd8R97farvOm1VAV5JpL6II0B0RH5KaMRtsUEXCqZY78/Hxs27YNAwYMAADIZDxvg6g1PsPuhfedCajese+67SSeSsijOuLMPY8A/3u0vam+wQERErkpF1rmcJpkorGxEUePHsWgQYPg6+srdDhETkHq74fg2VNQrz3balvFzd1Rf1ILY7nOAZERkZCef/55FBcXY+vWrTYZz2mSiSNHjsBoNCI+Ph4XLlzA3XffjTVr1qBLly5Ch0YkWsFzpqDmi28gaeGE3d9T9u4FeXgouuzdBMjlqN6xF1eXrAQaODtBZBcCzUwUFhZixYoVKCgosNmYTrNnori4GL169cL69etRWFgIuVyOyZMnCx0WkWh5JsTB6/bbULYsu03tPbpGoe7wUVycMAuXp2vgpe6LgMd5pg2RvZhMJpuUG2E0GjF58mTMmjUL3bp1s9lncZqZidTUVKSmppqvV6xYAZVKBb1eD39/f4u2BoMBBoPBss5ohFLqNLkTUbtIFB4Inf8cSv/5Bkw1tW3qc3XRGxbXFavfh//YUdC986E9QiQiAaxatQpHjhzB5MmTsWXLFiQmJkKhULR7XKf9dg0LC4PRaMTFixebvZaZmYmAgACLsvKKVoAoiYQROHkcDEUnULv/YOuNW9BUVgFZWIgNoyIiC0aTTYrBYIBer7cof/yDGgCqqqqwYMECdOvWDWfOnMGyZctw1113oba2bX9wXI/TJBPp6enYuHGj+TovLw9SqRRRUVHN2mo0Guh0OosyLUzlyHCJBOUzbDC8Bw9Al/2fosv+T+E7bDBC5s5AyNwZLfbp+N4bkIV3MF8r42LQePGKI8Ilck82Sias/QGdmZnZ7O0++eQTVFdXY+/evXj55ZeRm5uLyspKrF+/vt0fxWmWOeLi4jBv3jyEh4ejqakJM2bMwPjx4+Ht7d2srVKphPIPG86ucomD3MjFCWmQyH+7dTo4bTLqCo+hassuSP18YKyubXZ/esOpMwid/xwqVq+HR9coBIx/BFcz3nJ06ERuw1aP09ZoNEhLs3wmzB+/AwHg/PnzUKvVCA0NBQDI5XLExsbip59+ancMTpNMjBs3DkePHsXDDz8MmUyGcePGISMjQ+iwiESp6UqpxbWxpg7GCj2MFXqoCnJxYfRU1J84ZdGmLGs1Ql+Zg4jspWgqq0BZ1hpUbc11ZNhE9CdY+wPamsjIyGZLGmfOnDE/u6k9JKYb3QrqpLRx9wkdAhEROQlVgf0Tad0Tf7XJOAHv7mlTu6tXr6Jbt2549dVXkZSUhE8++QTPP/88Tp48aXXLwI1wmpkJIiIil+LgJ2GHhITg888/x5w5c5CWloaOHTvio48+anciATCZICIicht33nkn8vLybD4ukwkiIiIB2GoDphgwmSAiIhICkwnn0+NYsdAhEBGRk2gUOgAn4zbJBBERkag4eAOmPTGZICIiEoAr7ZngYyGJiIioXQRJJjZv3oxu3bpBLpcjPj4ex44dAwAUFRUhISEBQUFBSE9Ptzha9csvv8Qtt9yC0NBQZGVlCRE2kdNKTr4fJ49/i7qaM8j/fhduvrl7m/q9MPc5XDj3AyrKTuLTT9YhJCTIzpESuRGjjYoIODyZOHXqFCZOnIjFixfjwoUL6NmzJyZNmgSDwYDk5GT069cP+fn5KC4uRk5ODgCgpKQEI0aMQEpKCvLy8rBhwwbs3bvX0aETOaVu3W7C2uwszJ2XiS5d++HHH3/GmlWvtdpv4F398eijyRj814fRL+F+yKQyvLb0JfsHTOQmTEaTTYoYODyZOHbsGBYvXozRo0cjPDwc06ZNw+HDh7F9+3bodDpkZWUhOjoaGRkZWLt2LQBgw4YN6NSpE+bPn48ePXrgxRdfNL9GRNd3y809MPeFTHz88VZcuVKK1avfQ3x871b7JSTEY8eOL3Dy5CmcOnUaH3z4KbpHd7V/wETuwoVmJhy+ATMpKcni+sSJE+jRowcKCgqgVqvNp4DGxsaiuPja7ZwFBQUYPHgwJBIJAOD222/HP/7xD8cGTuSktn2+2+K6Z89o/PiTttV+xcUn8fSkx7F6zXpUVVXjyQkp2L3nK3uFSUROTNANmPX19Xj99dcxdepU6PV6qFQq82sSiQQymQzl5eXNXvP398cvv/zS4rgGgwF6vd6iuMl5ZuTG/vPxWpReKW5Wpk+bYG7j4eGBWc9NwZo161sdb8fOvfj559P48UQeLl4ohK+vN15dstyOn4DIvZiMtiliIOitoQsWLICPjw8mTZqEefPmNTtC1dPTEzU1NZDL5Rav/VrfkszMTLz88ssWdRKpLyQyf9t+ACIRmTb9eXh5eTarLyurMP/3Swtmo7qmBmvf2djqeA89NBxRXTqjd+zdKC0tw+LMeXjv3Tcx+rHJtgybyH2JJBGwBcGSiS+++ALLly/HgQMH4OHhgeDgYBQVFVm0qayshEKhQHBwMEpKSprVt0Sj0SAtLc2iLijkZtt+ACKRuXKl9LqvD77nTkybOgF3DkxGY2Prz/cbmzIKq1e/h+PHfwIApM1egLLS4wgI8IdOp7dJzETkGgRZ5tBqtUhJScHy5csRExMDAEhISLA4yUyr1cJgMCA4OLjZa4cPH0bnzp1bHF+pVMLf39+i/Lrfgsgdde0ahffXL8eMZ1/AsWM/tqmPVCpFWFio+ToiIgwAIJPJ7BIjkbtxpWUOhycTtbW1SEpKwsiRIzFq1ChUVVWhqqoKAwcOhF6vx7p16wAAGRkZGDJkCGQyGUaMGIFvvvkGu3fvRkNDA5YsWYKhQ4c6OnQip+Tp6YnNn72LLVt34rPPtsPHxxs+Pt7m1/38fCGXN5+k/Prr7zDpqVRMfvpxPP74o9jw/gp8++33KCsrd2T4RK7Lhe7mkJgcvDNx8+bNePDBB5vVa7VaFBYWIiUlBV5eXpBKpdi3b5955mLVqlWYOXMmfH19ERgYiLy8PISHh7f5feWKlmcyiFxZcvL9+PQ/65rVR/fojzNnzuOnkweQNmcBtmzZafG6QqHA4swX8PBDwxEaGowDBw7hqafTcPr0OUeFTiSYxvoLdn+P0qF322Sc0J1f2mSc9nB4MtGaS5cu4dChQ1Cr1QgJCbF4TavV4vjx4xg4cCB8fX1vaFwmE0RE1FaOSCZK7rNNMtEhl8mEwzCZICKitnJEMnHlr7ZJJsL2CJ9M8NRQIiIiAYhl86Qt8NRQIiIiahfOTBAREQnB5DqPLHCbZOKdDoOFDoGIiMiMyxxERERE/+M2MxNERERiYjK6zjKHKGcmSktLoVKpcPr0aXPdzJkzIZFIzKV79+7CBUjkJKLu74tR32Zh3Jl3kbTrnwjo3qnNfSVyGZJ3ZyL8jlvsGCGR++LjtO2otLQUSUlJFokEAOTn52Pbtm0oLy9HeXk5Dh8+LEyARE7C96YwDMiajP9mfoiP+82A/udLuOO1SW3u33v6cATdEmXHCInIVYgumRgzZgzGjh1rUdfY2IijR49i0KBBCAwMRGBgIPz8/ASKkMg5BPTohP9mfogzW79DXakeJ97bjeDeN7Wpr58qHDFThqPy7BU7R0nkvkwmiU2KGIgumcjOzsbMmTMt6o4cOQKj0Yj4+Hh4eXkhMTERZ8+eFShCIudwYfcP+HHDXvN1QHRH6LWX2tRX/eqTKFq+FdXnr9orPCK3x2UOO1KpVM3qiouL0atXL6xfvx6FhYWQy+WYPHmyANEROSephwwxU4bh5PovWm0bPXoQFH7eKF61zQGREZErcIq7OVJTU5Gammq+XrFiBVQqFfR6Pfz9/Zu1NxgMMBgMFnUNpiZ4SGR2j5VIjOJmP4zGGgN+3Ljvuu2UwX7oqxmN3alLYDK6xbE9RILh3RwCCwsLg9FoxMWLF62+npmZiYCAAIvy/yqPOjhKInGIuDMGvSbch/1/Ww5TY9N12ya8PA4//t+XKC/mMiKRvZlMtiliINpTQyUSCbRaLbp27Yr09HTcdttt5o2Ze/fuxZAhQ1BZWQlvb+9mfa3NTGy6eQpnJsjt+EZ1wANbX8KhhRvx83++abX9+Avvo76yFjBeW4iV+3iiydCAI29sRtHyrfYOl0g0xl943+7vcabvEJuMc9N/d9tknPZwimWOuLg4zJs3D+Hh4WhqasKMGTMwfvx4q4kEACiVSiiVSos6JhLkbmSeHrj33dk4t/MQzm7Ph9z72s9EY40BHr5eaKyrbzZT8Z/+z1lcD1r5DI5l78CFfYWOCpuInJBTJBPjxo3D0aNH8fDDD0Mmk2HcuHHIyMgQOiwiUes0qA8Ce0UisFckeo6711z/n/7PYejHL+D7Be/j3M5DFn2qz5daXDfVNaC2RIcGfY1DYiZyJ660Z0K0yxy29l7ncUKHQERETsIRyxzauPtsMo6qINcm47SHU27AJCIiIvFwimUOIiIiV+NKyxxMJoiIiAQglkdh2wKXOYiIiKhd3GZmYmDoZaFDICIiMhPLuRq24DbJBBERkZgYucxBREREdA1nJoiIiATADZgCmTlzJiQSibl0795d6JCInEL4igz4jri/1XadN62GqiDXXEIXpDkgOiL3ZDJKbFLEwKlmJvLz87Ft2zYMGDAAACCT8bwNotb4DLsX3ncmoHrHvuu2k3gqIY/qiDP3PAI0NgIATPUNDoiQyD250vOnnWZmorGxEUePHsWgQYMQGBiIwMBA+Pn5CR0WkahJ/f0QPHsK6rWtHymuuLk76k9qYSzXwVhZDWNlNUyGegdESURCSExMRE5Ojk3Gcppk4siRIzAajYiPj4eXlxcSExNx9mzrvyCJ3FnwnCmo+eIbGAqPt9pW2bsX5OGh6LJ3E7rs/xQhL8wEPDwcECWRexJymWPDhg3YuXOnzT6L0yQTxcXF6NWrF9avX4/CwkLI5XJMnjzZaluDwQC9Xm9RDEYXuqGXqA08E+LgdfttKFuW3ab2Hl2jUHf4KC5OmIXL0zXwUvdFwOMP2TlKIvdlNElsUm5UWVkZZs+ejV69etnsszjNnonU1FSkpqaar1esWAGVSgW9Xg9/f3+LtpmZmXj55Zct6maGqfBcRLRDYiUSmkThgdD5z6H0n2/AVFPbpj5XF71hcV2x+n34jx0F3Tsf2iNEIhLI7NmzMWrUKNTWtu13Q1s4zczEH4WFhcFoNOLixYvNXtNoNNDpdBZlWphKgCiJhBE4eRwMRSdQu//gnx6jqawCsrAQG0ZFRL9nMklsUqzOxhsMVt9z79692LNnD5YsWWLTz+I0yUR6ejo2btxovs7Ly4NUKkVUVFSztkqlEv7+/hZFKXWaj0rUbj7DBsN78AB02f8puuz/FL7DBiNk7gyEzJ3RYp+O770BWXgH87UyLgaNF684Ilwit2Qy2aZkZmYiICDAomRmZjZ7v7q6OkyZMgUrV660+Q0MTrPMERcXh3nz5iE8PBxNTU2YMWMGxo8fD29vb6FDIxKdixPSIJH/dut0cNpk1BUeQ9WWXZD6+cBYXQv8YR9Rw6kzCJ3/HCpWr4dH1ygEjH8EVzPecnToRHSDNBoN0tIsnwmjVCqbtVu4cCESEhIwfPhwm8fgNMnEuHHjcPToUTz88MOQyWQYN24cMjIyhA6LSJSarpRaXBtr6mCs0MNYoYeqIBcXRk9F/YlTFm3KslYj9JU5iMheiqayCpRlrUHV1lxHhk3kVmx1NodSqbSaPPzRxo0bUVJSgsDAQABATU0NPvroIxw8eBArVqxoVwwSk8mVHpvRMm3cfUKHQERETkJVYP9E+nCXkTYZ57azm9vU7vz582j83wPpAGDOnDlQq9WYMGECQkND2xWD08xMEBER0Z8XGRlpce3r64vQ0NB2JxLADSQTbX1AVJcuXf50MERERO5C6HUBWz39EriBZKJr166QSK6t7/x+ZeTXul81NTXZKDQiIiLXZas9E2LQ5mRCq9U2qzt16hSWL1+OLVu2oFevXpg5c6ZNg7OlsBFBQodARERk5kpHkLc5mbjpppvM/71jxw78+9//Rm5uLhITE7Fjxw789a9/tUuAREREJG5tTib0ej3eeecdrFixAiUlJXjyySfx5ptvolu3bvaMj4iIyCW55TJHp06dUFtbC6lUinvuuQdarRZz5sxp1u6TTz6xaYBERESuyJWey9DmZGLOnDnNNlsSkXPwuD8V0g6RMGx49frtBj8Kxb2PNquvXfsSjKeL7RUeETm5NicTL730kh3DsC4xMRFjxozBhAkT8OWXX2Lq1KkoKSnB3Llzmz06lIisk4R3gcft96N2eXqrbRv2f4aGvG3ma2lgB3g+MQ/Gi803YBNR+7jSModoT7/asGEDdu7cCQAoKSnBiBEjkJKSgry8PGzYsAF79+4VOEIiJyCRQDlyMhq+3QZTeRsO7WpsAOpqzEV++1A05H0OGGx3VDERXWOrU0PFQJTJRFlZGWbPno1evXoBuJZYdOrUCfPnz0ePHj3w4osvYu3atQJHSSR+8oT7IA3vAlNFCWQ39wNkstY7/Y/ELwjymNvRcOBzO0ZIRK5AlMnE7NmzMWrUKKjVagBAQUEBBg8ebN6zcfvtt+PQoUNChkgkfgolFPeOhqn8CiSBofC4Yzg8Jy0E5B5t6i5PuA+Nhd8A9QY7B0rknow2KmIgumRi79692LNnD5YsWWKu0+v1UKlU5mt/f3/88ssvLY5hMBig1+stiqGRT+Yk9yKP6Q94KFH7zsto+GIT6t5dBInSE/L4Qa13lkgg/8tf0fD9LvsHSuSmTJDYpIiBqJKJuro6TJkyBStXroSfn5+5Xi6XWxyv6unpiZqamhbHyczMREBAgEV57Zvjdo2dSGwk/iEwnv8RqKm8VmE0wnjpLCTBEa32lap6AzWVMJVcsHOUROQKRJVMLFy4EAkJCRg+fLhFfXBwMEpKSszXlZWVUCgULY6j0Wig0+ksypw7b7Zb3ERiZNJfBeSWPyeSwFCY9GWt9pX3vgONxQftFRoRATCabFPEQFRHkG/cuBElJSUIDAwEANTU1OCjjz4CAAwYMMDc7vDhw+jcuXOL4yiVSouZDAColrd94xmRK2g88V8ohj8JecJ9aDpxCLKY/pBGdEXT/y0DlF5AQz1gtL78J+sRD8Mnyx0cMZF7MYpkicIWRJVM7N+/H42NjebrOXPmQK1WY8KECYiKisLu3btx9913Y8mSJRg6dKiAkRI5gdoq1K3PhGLo41AkjoepqhyGD5fBpL8Kr7R/o377u2g69n2zbpKgcEj8gmC88JMAQRO5D7Hsd7AFUSUTkZGRFte+vr4IDQ1FaGgoli1bhmHDhsHX1xeBgYE2PYedyFUZz55AXfa8ZvW1Wc+02MdUfhk1L6XYMywicjGiSib+6PcJw9SpUzF06FAcP34cAwcOhK+vr3CBERERtZNYbuu0BVEnE3+kUqksbhElIiJyVq60zCGquzmIiIjI+TjVzAQREZGr4DKHE5JP4CmjREQkHq6UTHCZg4iIiNrFbWYmiIiIxMSVNmAymSAiIhKA0XVyCeGWOUpLS6FSqXD69Ok21RcVFSEhIQFBQUFIT0+HySSSB5ITidRnu77CqGlzceej0/D3V1egXFfZap/VGzfjnrEz0P+hyZjx8rI29SEiEiSZKC0tRVJSktVEwlq9wWBAcnIy+vXrh/z8fBQXF/MJmETXceDwUSxevQF/f3osPl6+CNU1dXhu0ZvX7ZN/5Dh27P8O65bMxaZ/L4TRaMLS7I0OipjI/RghsUkRA0GSiTFjxmDs2LFtrt++fTt0Oh2ysrIQHR2NjIwMrF271hGhEjmlLXu+xsghd+GOvr3RMSwEaU89hsNHT0JXWdVin6KTP2PgX+KgiuyILp3CMeweNc5dvOLAqInci8lGRQwESSays7Mxc+bMNtcXFBRArVbD29sbABAbG4vi4mK7x0nkrCr0VYjoEGK+lkqlFv+2JrpLZ3yRdwjnL17B1Qo9Ptn5FdS33Wr3WIncldFGRQwESSZaeiR2S/V6vd7iNYlEAplMhvLycqvtDQYD9Hq9RTEY6tsfOJGTuCX6Jnx18AcYjdd+1WzJ3Y/ePVXw8/Fusc/AhDhEdgzDsKfSMXjsDNTW1eGpR5McFTIROTGneM6EXC6HUqm0qPP09ERNTY3V9pmZmQgICLAoS1a954hQiUThiYcfgNFkwmMzF2Bc2itYu2kbUpLvu26fXV9/j0tXruKzVZnY98FbiO7SGZqlqx0UMZH7MUokNili4BS3hgYHB6OoqMiirrKyEgqFwmp7jUaDtLQ/PPHy/A92io5IfPx9ffDu0hdw9pfLePc/21FZXYNh99xx3T6f7/0Wo4ffi25dOgEA/j4lFXc+Og36qmr4+/o4ImwityKW/Q624BQzEwkJCcjLyzNfa7VaGAwGBAcHW22vVCrh7+9vUZRK64kHkSvrEByI3d/m49knHoVMdv0fd6PJhLIKvfm6tFx3rd7oSr/yiMgenGJmYtCgQdDr9Vi3bh0mTpyIjIwMDBkyBDKZTOjQiETtg627oYrsiHsH9DPXVdXUQqnwgIfc8se/7609kfOf7QgLCYJSqcCGz3Yi/pbuCPT3dXTYRG5BLJsnbcEpkgm5XI63334bKSkpSE9Ph1Qqxb59+4QOi0jU9JXVWPfxNqxcOMei/pHp8/D3yWMtEgwAGDviPlwqKcOa/9uMcl0V4m7pjldmTXJkyERuxZWegCkxOdGjJC9duoRDhw5BrVYjJCSk9Q6/Yzh1wE5RERGRq1FGq+3+Hh90SrXJOCm/bLDJOO3hFDMTv4qIiMDw4cOFDoOIiKjdxPL0SltwqmSCiIjIVTjNskAbOMXdHERERCRebjMzcenReUKHQERETuKm/+62+3u40gZMt0kmiIiIxIS3hhIREVG7cM8EERER0f9wZoLIDYT9OxPVO/eieuuuFtuEvJQO3xFDm9WfH56KpouX7RkekVtypT0TopuZ2Lx5M7p16wa5XI74+HgcO3YMAFBUVISEhAQEBQUhPT0dTvSsLSJB+TxwL7wGJLTarmzxmzg7aKS5XH5Gg4Yz59F0ucQBURK5H6ONihiIKpk4deoUJk6ciMWLF+PChQvo2bMnJk2aBIPBgOTkZPTr1w/5+fkoLi5GTk6O0OESiZ7U3w9Bs6aiQXu21bamOgNMVdXm4p/6MCpWvwcYxfLriojESlTJxLFjx7B48WKMHj0a4eHhmDZtGg4fPozt27dDp9MhKysL0dHRyMjIwNq1a4UOl0j0gtKmoGbvNzAcOXZD/RQxvSDvHIGanXvtFBkRCTEz0dLsf3uJKplISkrC5MmTzdcnTpxAjx49UFBQALVaDW9vbwBAbGwsiouLhQqTyCko/xIHz4S+KH9jzQ339RvzICo3bQW4nEhkNyaJbUpbtTT7bwuiSiZ+r76+Hq+//jqmTp0KvV4PlUplfk0ikUAmk6G8vNxqX4PBAL1eb1EMnKold6LwQMgLs1CW+QZMNbU31FXq7wfvuwegestOOwVHREJoafbfFkSbTCxYsAA+Pj6YNGkS5HI5lEqlxeuenp6oqamx2jczMxMBAQEWZcXl0w6ImkgcAp8eh/qjJ1D79Xc33Nf73rtQ98MRGCur7BAZEf3K0cscLc3+24Iobw394osvsHz5chw4cAAeHh4IDg5GUVGRRZvKykooFAqr/TUaDdLS0izqLg160F7hEomOT+K9kAYFIurLzwAAEk8lvO+7G8pbb0bZ4jev29f7vrtRvWuf/YMkcnO2mi83GAwwGAwWdUqlstkf4b/36+z/H78r/yzRzUxotVqkpKRg+fLliImJAQAkJCQgLy/Poo3BYEBwcLDVMZRKJfz9/S2KUiq6j0pkN5eemoVfHp2EX8ZMwS9jpqDmyzzoVr2LilU5kPj6AC38PEiUCnj2i4Uhv8DBERPRn2VtNj4zM/O6fX4/+28LovqGra2tRVJSEkaOHIlRo0ahqqoKVVVVGDhwIPR6PdatWwcAyMjIwJAhQyCTyQSOmEicmq6UouniZXMx1dSiqUIHY4UeXb7aDI/uKqv9lHG3wqivQuOFiw6OmMj9mGxUNBoNdDqdRdFoNC2+76+z/xs3boSHh4dNPovEJKKnP23evBkPPvhgs3qtVovCwkKkpKTAy8sLUqkU+/btM89ctMWZvkNsGCkREbkyR5wa+kaXcTYZ59mz77e5rVarhVqtxmuvvYbHH3/cJu8PiGzPxMiRI1t8smXXrl1x6tQpHDp0CGq1GiEhIQ6OjoiIyHYcfY+htdl/APDx8YFE0r5ne4tqmaM1ERERGD58OBMJIiKiG7Rr1y4UFxcjOzsbfn5+5nLmzJl2jy2qmQkiIiJ34eiZievN/rcXkwkiIiIBiGbDog24TTLRadeNP1KYiIiIWuc2yQQREZGYGNu351FUmEwQEREJwJVOjHKquzmIiIhIfARLJkpLS6FSqXD69Glz3fXOWS8qKkJCQgKCgoKQnp5utx2pRK6svEKHoY9MwIWLl811P/58Go89NRMDEh/Fa/9+mz9bRA5iqydgioEgyURpaSmSkpIsEonrnbNuMBiQnJyMfv36IT8/H8XFxcjJyREidCKnVV6hw9/SF1gkEvX19Xjm7y8hplcP/N/bb+DU6bP47PNcAaMkch9GmGxSxECQZGLMmDEYO3asRd31zlnfvn07dDodsrKyEB0djYyMDKxdu1aI0ImcVvqCxRh2/2CLuv0H8lFZVY2/z3waXSI74dkpE/DJ/9spUIRE5KwE2YCZnZ0NlUqFZ5991lyXlJRk0eb356wXFBRArVbD29sbABAbG4vi4mLHBUzkAl56/llEdorA4n+tMted+EmLuFtvhpenJwCgV3cVTmnPChUikVtxpQ2YgiQTKpX1Ewt/9cdz1vV6vUUfiUQCmUyG8vJyBAUFNetv7Wx3qcFw3bPdiVxdZKeIZnXV1TXo/Lv6az9bUuj0lQjw93NkeERuRxwLFLYhyrs5/njOulwub5YIeHp6oqamxmp/a2e7v/rGKqttidyZTCaF4g9HECsUCtT9IRknItsz2qiIgeieM/HrOesHDhwwn7MeHByMoqIii3aVlZVQKBRWx9BoNOZZjV9JKy/YJ2AiJxbg74cff7Y85KemphYectH9aiAiERPVzIRWq0VKSgqWL1+OmJgYc31CQgLy8vIs2hkMBgQHB1sdR6lUwt/f36JwiYOoud639ERB0W+3YJ//5RLq6xu4xEHkAEaJbYoYiCaZsHbOelVVFUwmEwYNGgS9Xo9169YBADIyMjBkyBDIZDKBoyZybv3i+qC6ugafbtsFAMh+70OoE+L5s0XkAK50a6ho5jJ/PWf917PWf6XVatG1a1e8/fbbSElJQXp6OqRSKfbt2ydcsEQuQi6X4eV/PIe/v7QYry9fC6lEgnX/flXosIjIyUhMTvS4u0uXLuHQoUNQq9UICQm5ob4NpT/bKSoi51d6tQxHT/yEuFtvRmCAv9DhEAnOI7Sb3d/jha5jW2/UBv88vdEm47SHaGYm2iIiIgLDhw8XOgwilxMaEoy7B9wudBhEbkUsd2LYgmj2TBAREZFzcqqZCSIiIlchls2TtuA2ycQv908WOgQiInISN/13t93fw3VSCS5zEBERUTu5zcwEERGRmLjSBkwmE0RERALgngkiciph/85E9c69qN66q8U2IS+lw3fE0Gb154enouniZXuGR+SWXCeVEOGeic2bN6Nbt26Qy+WIj4/HsWPXzg0oKipCQkICgoKCkJ6eDid61haRoHweuBdeAxJabVe2+E2cHTTSXC4/o0HDmfNoulzigCiJyJmJKpk4deoUJk6ciMWLF+PChQvo2bMnJk2aBIPBgOTkZPTr1w/5+fkoLi5GTk6O0OESiZ7U3w9Bs6aiQXu21bamOgNMVdXm4p/6MCpWvwcYXWlll0g8XOkIclElE8eOHcPixYsxevRohIeHY9q0aTh8+DC2b98OnU6HrKwsREdHIyMjA2vXrhU6XCLRC0qbgpq938Bw5FjrjX9HEdML8s4RqNm5106REZHJRv+Igaj2TCQlJVlcnzhxAj169EBBQQHUajW8vb0BALGxsSguLhYiRCKnofxLHDwT+uKXR59C8N+fuaG+fmMeROWmrQCXE4moDUQ1M/F79fX1eP311zF16lTo9XqoVCrzaxKJBDKZDOXl5Vb7GgwG6PV6i2LgVC25E4UHQl6YhbLMN2Cqqb2hrlJ/P3jfPQDVW3baKTgiArjM4RALFiyAj48PJk2aBLlcDqVSafG6p6cnampqrPbNzMxEQECARVlx+bQDoiYSh8Cnx6H+6AnUfv3dDff1vvcu1P1wBMbKKjtERkS/MsJkkyIGolrm+NUXX3yB5cuX48CBA/Dw8EBwcDCKioos2lRWVkKhUFjtr9FokJaWZlF3adCD9gqXSHR8Eu+FNCgQUV9+BgCQeCrhfd/dUN56M8oWv3ndvt733Y3qXfvsHyQRuQzRJRNarRYpKSlYvnw5YmJiAAAJCQnIzs62aGMwGBAcHGx1DKVS2Wwmo1wq2kkYIpu79NQsQCYzXwfNmoL6I8dQtXUnJL4+15Y+rCz9SZQKePaLRVnGG44Ml8gtiWNOwTZE9Q1bW1uLpKQkjBw5EqNGjUJVVRWqqqowcOBA6PV6rFu3DgCQkZGBIUOGQPa7X5ZE9JumK6VounjZXEw1tWiq0MFYoUeXrzbDo7vKaj9l3K0w6qvQeOGigyMmcj+utMwhMYno6U+bN2/Ggw8+2Kxeq9WisLAQKSkp8PLyglQqxb59+8wzF21xpu8QG0ZKRESuzBGnhk7p+qhNxll9epNNxmkPUS1zjBw5ssUnW3bt2hWnTp3CoUOHoFarERIS4uDoiIiIbEcsd2LYgqiSidZERERg+PDhQodBRETUbmJ54JQtOFUyQURE5CpcaWZCVBswiYiIyPm4zcyEf3Sj0CEQERGZcZmDiIiI2oXLHERERET/w5kJIhflNXEGPIc9bL5uunQB+hmpberrM+tFGHUVqH3n+o/eJqI/zyiexzy1m2AzE6WlpVCpVDh9+nSz155//nkkJydb1BUVFSEhIQFBQUFIT09v8XkURHSNPLoXKjOeR8UTSah4Ign69Elt63dbf8hj4lH3f+/YOUIi92ayUREDQZKJ0tJSJCUlWU0kCgsLsWLFCrzxxm9nAxgMBiQnJ6Nfv37Iz89HcXExcnJyHBcwkbORyiCL6orGY4Uw1VTBVFMF1LXhKHKlJ7wnzULtxuxrfYiI2kCQZGLMmDEYO3Zss3qj0YjJkydj1qxZ6Natm7l++/bt0Ol0yMrKQnR0NDIyMrB27VpHhkzkVGRdVIBECv+lbyNww074vrAEktCwVvt5PfoEJHI50NQEeWw/QCJxQLRE7smVzuYQJJnIzs7GzJkzm9WvWrUKR44cQdeuXbFlyxbU19cDAAoKCqBWq+Ht7Q0AiI2NRXFxsUNjJnImssiuaPrlHKrf+if0s5+EqakJPlPmXLePNDQcymEPw3jlIqThneCVOgU+f1/EhILITkw2+kcMBEkmVKrmJxZWVVVhwYIF6NatG86cOYNly5bhrrvuQm1tLfR6vUUfiUQCmUyG8vJyq+MbDAbo9XqLYmhypZtwiK6v/uvdqPzHFDSdLIbx0gXUvL3s2kyDl3eLfRT3DIVJV47KV2ajblMOKhc8C/nNfSDv08+BkRORPdlr/6Fobg395JNPUF1djb179+Lll19Gbm4uKisrsX79esjlciiVSov2np6eqKmpsTpWZmYmAgICLMqy42cd8TGIRMmkq4BEKoM0qOUD8qQhHdBQeAhouDYjiLpaGC+ehyyis4OiJHIvRhuVtrLn/kPRJBPnz5+HWq1GaGgoAEAulyM2NhY//fQTgoODUVJSYtG+srISCoXC6lgajQY6nc6izLq5i90/A5FYeD0+FR53/dV8Le8ZA5OxCcbSKy32MV4tgUTxu6RdIoE0pAOMZaX2DJXIbTl6z4Q99x+K5jkTkZGRqK213G1+5swZDBgwAH369EF2dra5XqvVwmAwIDg42OpYSqWy2UxGk0w0eROR3TWdPgWvMU/BVFEOSKXwfmom6r/cBdQbri111BuApiaLPvV5++C/eDU8+g9C44/H4PnAKEAmR8ORQwJ9CiLXZqv9DgaDAQaDwaLO2vegPfcfiuYbdvjw4SguLsaqVatw/vx5vPnmmygoKMBDDz2EQYMGQa/XY926dQCAjIwMDBkyBDKZTOCoicSpfn8u6r/dC585r8Dnuflo+OEgatZeu93a/7V34NH3jmZ9jBfOovqNhfB8ZDwC3nofHn3VqFryAmCoc3T4RHQDrC3tZ2ZmNmt3o/sPb4RoZiZCQkLw+eefY86cOUhLS0PHjh3x0UcfISoqCgDw9ttvIyUlBenp6ZBKpdi3b5+wAROJXN3GbNRtzG5Wr//bmBb7NOR/i4b8b+0ZFhH9j61uC9BoNEhLS7Oo++OsBIDr7j8MCgpqVwyCJhN/3EV65513Ii8vz2rbESNG4NSpUzh06BDUajVCQlreSEZERCR2trqTwtqShjXBwcEoKiqyqLve/sMbIZpljraIiIjA8OHDmUgQERHdoISEBIs/2Fvbf3gjnCqZICIichWOvpvDnvsPRbNngoiIyJ04+lGKcrncbvsP3SaZqDjpIXQIRETkJNq3HVG87LX/0G2SCSIiIjER6lyNX/cf2hKTCSIiIgGI5cRPW+AGTCIiImoXp0omZs6cCYlEYi7du3cXOiQipxC+IgO+I+5vtV3nTauhKsg1l9AFaa32IaI/x2Qy2aSIgVMtc+Tn52Pbtm0YMGAAAPBx2kRt4DPsXnjfmYDqHfuu207iqYQ8qiPO3PMI0NgIADDVNzggQiL35Oi7OezJaZKJxsZGHD16FIMGDYKvr6/Q4RA5Bam/H4JnT0G99myrbRU3d0f9SS2M5ToHREZEQm3AtAenWeY4cuQIjEYj4uPj4eXlhcTERJw92/ovSCJ3FjxnCmq++AaGwuOttlX27gV5eCi67N2ELvs/RcgLMwEP3lJNRK1zmmSiuLgYvXr1wvr161FYWAi5XI7JkycLHRaRaHkmxMHr9ttQtqz5YV/WeHSNQt3ho7g4YRYuT9fAS90XAY8/ZOcoidyXo5+AaU9Os8yRmpqK1NRU8/WKFSugUqmg1+vh7+9v0dba2e4GoxFKqdPkTkTtIlF4IHT+cyj95xsw1dS2qc/VRW9YXFesfh/+Y0dB986H9giRyO2JZfOkLTjtt2tYWBiMRiMuXrzY7DVrZ7uvvKIVIEoiYQROHgdD0QnU7j/4p8doKquALIyH6hFR65wmmUhPT8fGjRvN13l5eZBKpYiKimrWVqPRQKfTWZRpYSpHhkskKJ9hg+E9eAC67P8UXfZ/Ct9hgxEydwZC5s5osU/H996ALLyD+VoZF4PGi1ccES6RW+IyhwDi4uIwb948hIeHo6mpCTNmzMD48ePh7e3drK21s92vcomD3MjFCWmQyH+7dTo4bTLqCo+hassuSP18YKyuBYyWN6Y1nDqD0PnPoWL1enh0jULA+EdwNeMtR4dO5DZc6W4Op0kmxo0bh6NHj+Lhhx+GTCbDuHHjkJGRIXRYRKLUdKXU4tpYUwdjhR7GCj1UBbm4MHoq6k+csmhTlrUaoa/MQUT2UjSVVaAsaw2qtuY6MmwiclISkyvtALkObdx9QodAREROQlVg/0R6UOe/2mScry7ssck47eE0MxNERESuxJX+kudGAiIiImoXzkwQEREJQCx3YtgCkwkiIiIBMJlwQqF3us1HJSIiJ+BK9z9wzwQRERG1C/9cJyIiEgCXOYjIqSgefBKyjl1Qu/KlVtt63PkAFEnjIPH1R9PPx1C3NhMmfbn9gyRyM670BEzRLXPMnDkTEonEXLp37w4AKCoqQkJCAoKCgpCenu5Sa01E9iTt3BWKQcNR99GqVtvKom+FIvlx1OUsRfX8iQAA5UNP2ztEInJyoksm8vPzsW3bNpSXl6O8vByHDx+GwWBAcnIy+vXrh/z8fBQXFyMnJ0foUInETyKB59hnUf/FZzBdvdR68w6dYPjgLTSd+AGmilI05OVCGhXtgECJ3I/JZLJJEQNRJRONjY04evQoBg0ahMDAQAQGBsLPzw/bt2+HTqdDVlYWoqOjkZGRgbVr1wodLpHoeQwcBmmnrjBevQxZn/6A7Porm40HctFYkGe+loZHwnjlgr3DJHJLrnRqqKiSiSNHjsBoNCI+Ph5eXl5ITEzE2bNnUVBQALVabT4hNDY2FsXFxQJHSyRySk8ohj8OY+lFSIPDoPjrKHjPfg3wULStv7cvFAMfQMP+z+0bJxE5PVElE8XFxejVqxfWr1+PwsJCyOVyTJ48GXq9HiqVytxOIpFAJpOhvNz6pjCDwQC9Xm9RDE1Gq22JXJU8/k5IlErU/usfqN/2PmrfnAt4esHj9rYdLuT52N/Q9PMxNBXn2zlSIvfEZQ47SU1NRX5+Pu644w706NEDK1asQG5uLoxGI5RKpUVbT09P1NTUWB0nMzMTAQEBFuX1/56y2pbIVUkDQ9GkPQ5Ttf5ahdEI4wUtpGEdW+0r7z8Esp6xqFu/zM5RErkvLnM4SFhYGIxGIyIiIlBSUmLxWmVlJRQK69O1Go0GOp3Ooszuy01k5F6MFaWQeFgm4dLgcBgrrl63n7RLD3iOnoa6dxbDVFlhxwiJyFWIKplIT0/Hxo0bzdd5eXmQSqXo06cP8vJ+2xSm1WphMBgQHBxsdRylUgl/f3+LopSJ6qMS2V1j0UFIO3aBx8BhkASGwuOeEZB2VqHxh28AT29AKmvWR+IbAK9pL6E+dxOazv4IKD2vFSKyOZON/hEDUT20Ki4uDvPmzUN4eDiampowY8YMjB8/Hvfffz/0ej3WrVuHiRMnIiMjA0OGDIFM1vyXIRH9T3Ulape/COVDk6B8+GmYdOWoXZsJU3kpfBbmwPDxaos7NwBAnnAPpAHBUI54AsoRT5jrK6c/4OjoiVyeUST7HWxBYhLL7o3/0Wg0WLlyJWQyGcaNG4eMjAz4+Phgy5YtSElJgZeXF6RSKfbt24eYmJg2j8tfhkRE1FZ+K7bb/T1uDe9vk3GOXv7OJuO0h+iSieu5dOkSDh06BLVajZCQkBvqy2SCiIjaisnEjRHVMkdrIiIiMHz4cKHDICIiajdXWuZwqmSCiIjIVYhl86Qt8BYHIiIiahe3mZko/aZR6BCIiMhJ+DngPbjMQURERO3CZQ4iIiKi/+HMBBERkQBcaZnDqWYmZs6cCYlEYi7du3cXOiQipxC+IgO+I+5vtV3nTauhKsg1l9AFaQ6Ijsg98XHaAsnPz8e2bdswYMAAAODjtInawGfYvfC+MwHVO/Zdt53EUwl5VEecuecRoPHahmVTfYMDIiQiZ+c0yURjYyOOHj2KQYMGwdfXV+hwiJyC1N8PwbOnoF57ttW2ipu7o/6kFsZynQMiIyKTySh0CDbjNMscR44cgdFoRHx8PLy8vJCYmIizZ1v/BUnkzoLnTEHNF9/AUHi81bbK3r0gDw9Fl72b0GX/pwh5YSbg4eGAKInckxEmmxQxcJpkori4GL169cL69etRWFgIuVyOyZMnCx0WkWh5JsTB6/bbULYsu03tPbpGoe7wUVycMAuXp2vgpe6LgMcfsnOURO7LZDLZpIiB0yQTqampyM/Pxx133IEePXpgxYoVyM3NhV6vb9bWYDBAr9dbFIPRdaaTiFojUXggdP5zKP3nGzDV1Lapz9VFb6DkHxloOHMehiPHUbH6ffgMGWTnSIlIDDZv3oxu3bpBLpcjPj4ex44du6H+TpNM/FFYWBiMRiMuXrzY7LXMzEwEBARYlJVXtAJESSSMwMnjYCg6gdr9B//0GE1lFZCF3djpvETUdmJZ5jh16hQmTpyIxYsX48KFC+jZsycmTZp0Q2M4TTKRnp6OjRs3mq/z8vIglUoRFRXVrK1Go4FOp7Mo08JUjgyXSFA+wwbDe/AAdNn/Kbrs/xS+wwYjZO4MhMyd0WKfju+9AVl4B/O1Mi4GjRevOCJcIrcklmWOY8eOYfHixRg9ejTCw8Mxbdo0HD58+IbGcJq7OeLi4jBv3jyEh4ejqakJM2bMwPjx4+Ht7d2srVKphFKptKi7KnWavImo3S5OSINE/tut08Fpk1FXeAxVW3ZB6ucDY3Ut8Ielv4ZTZxA6/zlUrF4Pj65RCBj/CK5mvOXo0InIwZKSkiyuT5w4gR49etzQGE6TTIwbNw5Hjx7Fww8/DJlMhnHjxiEjI0PosIhEqelKqcW1saYOxgo9jBV6qApycWH0VNSfOGXRpixrNUJfmYOI7KVoKqtAWdYaVG3NdWTYRG7FVk/ANBgMMBgMFnXW/qh+8MEHsW/fvmb9Fy1ahGeeeQYAUF9fj9dffx1paTf2wDqJSSxbQe1MG3ef0CEQEZGTUBXYP5GOCLzFJuNMfe4xvPzyyxZ1CxYswEsvvWRRd/nyZdTWNt+QHRwcDH9/fwDXtgls374d33//PTxu4NZwJhNERER/4EzJxJnLP7RpZqI1X3zxBR588EEcOHAAMTExN9TXaZY5iIiIXImt/pb/M4nDH2m1WqSkpGD58uU3nEgATCaIiIgEIZanV9bW1iIpKQkjR47EqFGjUFVVBQDw8fGBRCJp0xi8xYGIiMiN7dq1C8XFxcjOzoafn5+5nDlzps1juM3MRMhfhI6AiIjoN2LZsjhy5Mh2x+I2yQQREZGY2OrWUDFgMkFERCQAscxM2IKo90wkJiYiJycHADBixAhIJBJzGTJkiLDBEbkI5SOT4DXjFaHDICInJtpkYsOGDdi5c6f5Oj8/H0eOHEF5eTnKy8uxefNmAaMjcg3SSBUUg5NR98EKoUMhcjtiOejLFkS5zFFWVobZs2ejV69eAIALFy7AZDKhd+/eAkdG5EIkEniOn4X6XZ/AVHpJ6GiI3A6XOexs9uzZGDVqFNRqNQDg4MGDaGpqQmRkJHx8fDBmzBiUl5cLHCWRc/O4JwmyyK4wXr0EedwdgEyUf1sQkRMQXTKxd+9e7NmzB0uWLDHXHT9+HHFxcdi2bRsOHDgArVYLjUYjYJRETk7pCeXI8TCWXII0JByK+x+Czz+WAR4KoSMjchtGk8kmRQxE9adIXV0dpkyZgpUrV8LPz89cr9FoLJKHpUuX4qGHHsKqVausjmPtBDVDkxFKmehyJyJBePS9CxKFJ6qXzoGpSg9IpfB5ORsedwxBw1efCx0ekVswiWS/gy2I6tt14cKFSEhIwPDhw6/bLiwsDFevXm2WMPwqMzMTAQEBFiWrQGuPkImckiSoA5p+PnYtkQAAoxHG8z9DGtZJ2MCIyCmJKpnYuHEjNm/ejMDAQAQGBmLjxo2YPn06Bg8ejK+//trcLi8vD+Hh4S0ebKLRaKDT6SxKWpzKUR+DSPRM5SWAwvLnRxISDlPFVYEiInI/XOawk/3796OxsdF8PWfOHKjVatTV1WHWrFlYtmwZSktLodFoMG3atBbHsXaCmp5LHERmjYXfwXPsM/C4OwmNhQfg0fcuyKK6oXblQqFDI3IbrnQ3h6iSicjISItrX19fhIaGIjU1FVqtFomJifDz88P06dMxd+5cgaIkcn6m6krUvPEClKMnw/OxKTDpylC7atG1GQsiohskMblSanQd+qfuEzoEIiJyEv5rc+3+HkrPKJuMY6g7Z5Nx2kNUMxNERETuwpX+lmcyQUREJABXSia4K5GIiIjahTMTREREAnCdeQk32oBJRM0ZDAZkZmZCo9G0+NwWIqLWMJkgcmN6vR4BAQHQ6XTw9/cXOhwiclLcM0FERETtwmSCiIiI2oXJBBEREbULkwkiN6ZUKrFgwQJuviSiduEGTCIiImoXzkwQERFRuzCZICIionZhMkFERETtwmSCiIiI2oXJBBEREbULkwkiIiJqFyYTRE5u9+7diImJgbe3NwYMGICffvoJALBnzx7ExsbCz88PDzzwAM6fP2/u89VXXyE+Ph5BQUEYO3YsKioqzK/dc889yMnJQVZWFm666SZ8/vnn5td27NiBPn36IDAwEJMmTYLBYHDY5yQi8WIyQeTkxo0bh4kTJ+LEiROIiYnB/PnzodVqkZycjOeeew7FxcXw9/fHM888AwA4d+4chg0bhr/97W84dOgQqqqqMGHCBIsxV69ejdzcXKxevRr9+/cHAPz0008YOXIknn32WXz//fc4ePAgli5d6uiPS0QiJBc6ACJqHy8vLzQ0NCA4OBhr1qxBY2MjXnvtNQwcOBBPPvkkAOD111/HDz/8AAB4//33MWDAADz99NMAgJUrVyIyMhKXLl1CREQEAKCqqgpffvklFAqF+X0+/PBDxMfHY9KkSQCA6dOn45133sG8efMc+GmJSIw4M0Hk5N5//33s3bsXnTt3xuDBg1FUVIRz586hW7du5jaRkZFISkoCgGavde7cGUqlEmfPnjXXTZ061SKRAIDz58/j8OHDCAwMRGBgIObMmWPRh4jcF5MJIidWU1ODxsZG5ObmorS0FHfddRcmTJiAqKgonD592tzu5MmTuO2222A0GtGlSxf8/PPP5td++eUXGAwG3HTTTeY6Hx+fZu8VGRmJ5ORk/PDDD/jhhx9QUFCA3Nxcu34+InIOTCaInFhjYyOGDh2KDRs24MqVKzCZTGhsbERKSgq++uor5OTk4Ny5c1i0aBHCwsIglUqRmpqKb7/9FtnZ2dBqtZg2bRoefPBBhIeHX/e9xowZg/379+PHH3+EUqnEW2+9hYkTJzrokxKRmDGZIHJi/v7+eP/997Fo0SJER0dj69atWLVqFVQqFTZv3oysrCzceuutqKiowLp16wAAUVFR2LZtG5YvX47bbrsN3t7e5teuJzo6Gu+99x7S0tLQvXt3FBYW4oMPPrD3RyQiJ8BTQ4mIiKhdODNBRERE7cJkgoiIiNqFyQQRERG1C5MJIiIiahcmE0RERNQuTCaIiIioXZhMEBERUbswmSAiIqJ2YTJBRERE7cJkgoiIiNqFyQQRERG1y/8Hc8MWY11rXzEAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(opt.search_data.set_index('N'),annot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'N': 120}\n"
     ]
    }
   ],
   "source": [
    "print(opt.best_para)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "result = get_backtest(hs300,**opt.best_para)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x202d3a30c10>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ret = pd.Series(result[0].analyzers._TimeReturn.get_analysis())\n",
    "ax = ep.cum_returns(ret).plot(figsize=(14, 4), label=\"Rob择时累计收益\", color=\"r\")\n",
    "ep.cum_returns(hs300[\"close\"].pct_change()).plot(\n",
    "    ls=\"--\", color=\"darkgray\", label=\"沪深300累计收益\", ax=ax\n",
    ")\n",
    "ax.set_ylabel('累计收益率')\n",
    "ax.yaxis.set_major_formatter(plt.FuncFormatter(lambda x, loc: \"{:.2%}\".format(x)))\n",
    "plt.legend()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "对比研报回测结果:\n",
    "\n",
    "![avatar](img/2.png)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 目标函数设置 \n",
    "\n",
    "使用信号值与资产对数收益之间的相关系数\n",
    "\n",
    "[量化策略开发与可微编程（二）：目标函数](https://zhuanlan.zhihu.com/p/262008747)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "def search_single_ma_para(close_ser: pd.Series, periods: Dict) -> float:\n",
    "    N: int = np.int32(periods[\"N\"])\n",
    "\n",
    "    if N >= len(close_ser):\n",
    "        raise ValueError(\"N is too large\")\n",
    "\n",
    "    signal: pd.Series = calc_icu_ma(close_ser, N)\n",
    "    log_ret: pd.Series = np.log(close_ser / close_ser.shift(1))\n",
    "\n",
    "    flag: pd.Series = np.tanh(close_ser - signal)\n",
    "    return np.corrcoef(flag.iloc[N:], log_ret.iloc[N:])[0, 1]\n",
    "\n",
    "\n",
    "def search_double_ma_para(close_ser: pd.Series, periods: Dict) -> float:\n",
    "    N: int = np.int32(periods[\"N\"])\n",
    "    M: int = np.int32(periods[\"M\"])\n",
    "\n",
    "    # N 必须小于 M\n",
    "    if N >= M:\n",
    "        return np.nan\n",
    "\n",
    "    if M >= len(close_ser):\n",
    "        raise ValueError(\"N is too large\")\n",
    "\n",
    "    fast_ma: pd.Series = calc_icu_ma(close_ser, N)\n",
    "    slow_ma: pd.Series = fast_ma.rolling(M).mean()\n",
    "    log_ret: pd.Series = np.log(close_ser / close_ser.shift(1))\n",
    "\n",
    "    flag: pd.Series = np.tanh(fast_ma - slow_ma)\n",
    "\n",
    "    return np.corrcoef(flag.iloc[(M + N) :], log_ret.iloc[(M + N) :])[0, 1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                                                  "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Results: '<lambda>'  \n",
      "   Best score: 0.052932770916599925  \n",
      "   Best parameter:\n",
      "      'N' : 15  \n",
      "      'M' : 20  \n",
      " \n",
      "   Random seed: 2007572018  \n",
      " \n",
      "   Evaluation time   : 88.80985522270203 sec    [99.87 %]\n",
      "   Optimization time : 0.11672472953796387 sec    [0.13 %]\n",
      "   Iteration time    : 88.92657995223999 sec    [2.81 iter/sec]\n",
      " \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r"
     ]
    }
   ],
   "source": [
    "search_space: Dict = {\"N\": np.arange(5, 405, 5), \"M\": np.arange(5, 605, 5)}\n",
    "\n",
    "iterations: int = 250\n",
    "\n",
    "# func = partial(runstrat,dataset=hs300)\n",
    "# HillClimbingOptimizer\n",
    "# EvolutionStrategyOptimizer\n",
    "opt = gfo.EvolutionStrategyOptimizer(search_space,population=20)\n",
    "# opt.search(lambda x: search_double_ma_para(close_ser,periods=x), n_iter=iterations)\n",
    "opt.search(lambda x: search_double_ma_para(close_ser,periods=x), n_iter=iterations)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "search_data: pd.DataFrame = opt.search_data.copy()\n",
    "search_data[\"Sharpe\"] = 0\n",
    "search_data[\"CumRet\"] = 0\n",
    "for idx, rows in search_data.iterrows():\n",
    "    N = np.int16(rows[\"N\"])\n",
    "    M = np.int16(rows[\"M\"])\n",
    "    fast_ma: pd.Series = calc_icu_ma(close_ser, N)\n",
    "    slow_ma: pd.Series = fast_ma.rolling(M).mean()\n",
    "\n",
    "    flag: pd.Series = (fast_ma - slow_ma).apply(lambda x: np.where(x > 0, 1, 0))\n",
    "    ret: pd.Series = flag * close_ser.pct_change().shift(-1)\n",
    "\n",
    "    search_data.loc[idx, \"Sharpe\"] = ep.sharpe_ratio(ret)\n",
    "    search_data.loc[idx, \"CumRet\"] = ep.cum_returns(ret).iloc[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='score', ylabel='CumRet'>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 2, figsize=(18, 4))\n",
    "sns.residplot(\n",
    "    search_data,\n",
    "    x=\"score\",\n",
    "    y=\"Sharpe\",\n",
    "    lowess=True,\n",
    "    line_kws=dict(color=\"r\"),\n",
    "    ax=axes[0],\n",
    ")\n",
    "sns.residplot(\n",
    "    search_data,\n",
    "    x=\"score\",\n",
    "    y=\"CumRet\",\n",
    "    lowess=True,\n",
    "    line_kws=dict(color=\"r\"),\n",
    "    ax=axes[1],\n",
    ")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "qlib_env",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.16"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
